US Real Estate Market Presentation
2025-11-10
Basics
- Dataset of 2.2M+ real estate listings across the United States (source: Kaggle, Ahmed Shahriar Sakib).
- Includes key features: price, size, lot area, bedrooms, bathrooms, location, and status.
- Goals:
- Understand price patterns and housing characteristics across states.
- Analyze relationships between property features and regional affordability trends.
- Provide insights into the current U.S. housing market dynamics.
Data structure
Structure of cleaned dataset
| status |
factor |
for_sale |
0 |
| price |
numeric |
105000 |
0 |
| bed |
integer |
3 |
0 |
| bath |
integer |
2 |
0 |
| acre_lot |
numeric |
0.12 |
0 |
| city |
factor |
Adjuntas |
0 |
| state |
factor |
Puerto Rico |
0 |
| house_size |
numeric |
920 |
0 |
| price_per_sqm |
numeric |
114.13 |
0 |
Distribution of Numerical Variables
Top Categories per Variable
Thank you for your attention